Many of the figures and analysis methodology were based off of this tutorial from NYU. https://learn.gencore.bio.nyu.edu/rna-seq-analysis/gene-set-enrichment-analysis/
##
##
## ## Inputs Received
##
## Information received from the csv samplesheet:
##
## Metadata information received from the tsv table:
##
##
##
## ## Analysis Methods
##
## Here, count data from the RNA-seq experiment is read in the form of a counts matrix. Each column holds data from one sample, and each row represents a gene, such that the i-th row and n-th column tells how reads of gene i were measured in sample n.
## The values received should be un-normalized counts of sequencing reads or fragments.## Information entered as metadata describes the samples (columns) of the count matrix. This metadata is combined with the sample/column names from the count matrix so the accuracy of the metadata can be reviewed. Take time to review the table below.
##
## replicate strain
## hrde1_rep1 "rep1" "hrde1"
## hrde1_rep2 "rep2" "hrde1"
## hrde1_rep3 "rep3" "hrde1"
## hrde2_rep1 "rep1" "hrde2"
## hrde2_rep2 "rep2" "hrde2"
## hrde2_rep3 "rep3" "hrde2"
## wt_rep1 "rep1" "wt"
## wt_rep2 "rep2" "wt"
## wt_rep3 "rep3" "wt"
## Using the count matrix, column metadata, and user-inputed design formula
## (expressing the variables to be used in modeling), a DESeq data set is created.
##
## The experimental variable and the associated control/experimental conditions
## are given by the user in 'ref_level_cond' and 'ref_level_value' in the params_file respectively.
##
## Pre-filtering is performed, keeping only genes that have a count of at least 10 in a minimum number of samples.
## The minimum number of samples is decided by calculating the number of times the reference level value
## (control condition) is listed in the metadata with the assumption that experimental conditions will be repeated
## the same number of times.
##
## Standard differential expression analysis is performed with the DESeq function, and regularized
## log transformation (rlog) transforms count data to a log2 scale for PCA.## If input data is designated to be batch corrected, the ComBat_seq() function from the SVA Bioconductor package
## is used. The batch (condition) to be regressed out is given in the params_file as 'batch_cond', and the sample
## information for this condition is taken from the metadata.
##
## The group argument of ComBat_seq() specifies biological covariates, whos signals should be preserved in adjusted data.
## All conditions (columns) from the metadata which are not to be regressed out are passed to the group argument.
##
## Differential expression analysis is otherwise performed as described above on batch-corrected counts.
## Found 3 batches
## Using full model in ComBat-seq.
## Adjusting for 2 covariate(s) or covariate level(s)
## Estimating dispersions
## Fitting the GLM model
## Shrinkage off - using GLM estimates for parameters
## Adjusting the data## Reference level condition and value (ref_level_cond and ref_level_value respectively) inputs from params_file
## are used to create contrast terms to compare treatment samples with control samples. This relies on the design
## formula being formatted correctly to produce comparisons relevant to the experimental condition.
## Based on the number of experimental conditions (identified in the ref_level_cond column of the metadata)
## and the contrast terms comparing them to the experimental control (ref_level_value), differential expression
## results are extracted from the DESeq data set object.
##
## # Principle Component Analysis {.title}
##
## The Bioconductor package PCAtools is used to perform principle component analysis on regularized log transformed count data.
##
## Scree plots show principle component numbers on the x-axis, and their respective eigenvalues on the y-axis.
##
## The third graph plots experimental metadata against a number of PCs and their gene loadings to visualize the agreement with
## the gene expression pattern of each condition for each PC.
##
## ## No Regression
##
##
## ## Replicate Regressed Out
##
##
## # strain_hrde1_wt {.title}
##
## **Inputs for function call:**
##
## ```r
## compileReport(result.obj = DE.results[["results"]][[i]], contrast = i,
## l2fc_filter = 0.8, padj_filter = 0.1)
##
## ```
##
##
##
## ## DEG Report
##
## <div class="datatables html-widget html-fill-item" id="htmlwidget-14b59e4436f9a3995607" style="width:100%;height:auto;"></div>
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class=\"display\">\n <thead>\n <tr>\n <th>gene_name<\/th>\n <th>baseMean<\/th>\n <th>log2FoldChange<\/th>\n <th>lfcSE<\/th>\n <th>stat<\/th>\n <th>pvalue<\/th>\n <th>padj<\/th>\n <\/tr>\n <\/thead>\n<\/table>","options":{"dom":"frtipB","buttons":["copy",{"extend":"csv","filename":"strain_hrde1_wt_DEGs"},{"extend":"excel","filename":"strain_hrde1_wt_DEGs"}],"pageLength":10,"scrollX":true,"columnDefs":[{"className":"dt-right","targets":[1,2,3,4,5,6]},{"name":"gene_name","targets":0},{"name":"baseMean","targets":1},{"name":"log2FoldChange","targets":2},{"name":"lfcSE","targets":3},{"name":"stat","targets":4},{"name":"pvalue","targets":5},{"name":"padj","targets":6}],"order":[],"autoWidth":false,"orderClasses":false},"selection":{"mode":"multiple","selected":null,"target":"row","selectable":null}},"evals":[],"jsHooks":[]}</script>
##
##
##
##
## ## Ontology Report {.tabset .analysisreport}##
## **Transfering WORMBASE gene IDs to ENTREZID:**
##
## ```r
## 308 gene IDs were not transfered from WORMBASE to ENTREZID
## 12108 gene IDs were successfully transfered from WORMBASE to ENTREZID
##
## ```
##
## **Number of highly variable genes identified (with | L2FC | > 0.8 and padj < 0.1) is:**
##
## ```r
## 495
##
## ```
##
## **Number of highly upregulated genes identified (with L2FC > 0.8 and padj < 0.1) is:**
##
## ```r
## 377
##
## ```
##
## **Number of highly downregulated genes identified (with L2FC < -0.8 and padj < 0.1) is:**
##
## ```r
## 118
##
## ```##
##
## ### Dysregulated
##
##
##
## #### Gene Ontology GSEA {.analysis}
## <div class="datatables html-widget html-fill-item" id="htmlwidget-41a097fae401508b7d1c" style="width:100%;height:auto;"></div>
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<table class=\"display\">\n <thead>\n <tr>\n <th>ID<\/th>\n <th>Description<\/th>\n <th>setSize<\/th>\n <th>enrichmentScore<\/th>\n <th>NES<\/th>\n <th>pvalue<\/th>\n <th>p.adjust<\/th>\n <th>qvalue<\/th>\n <th>rank<\/th>\n <th>leading_edge<\/th>\n <th>core_enrichment<\/th>\n <\/tr>\n <\/thead>\n<\/table>","options":{"dom":"frtipB","buttons":["copy",{"extend":"csv","filename":"strain_hrde1_wt_GO_gsea"},{"extend":"excel","filename":"strain_hrde1_wt_GO_gsea"}],"pageLength":5,"scrollX":true,"columnDefs":[{"className":"dt-right","targets":[2,3,4,5,6,7,8]},{"name":"ID","targets":0},{"name":"Description","targets":1},{"name":"setSize","targets":2},{"name":"enrichmentScore","targets":3},{"name":"NES","targets":4},{"name":"pvalue","targets":5},{"name":"p.adjust","targets":6},{"name":"qvalue","targets":7},{"name":"rank","targets":8},{"name":"leading_edge","targets":9},{"name":"core_enrichment","targets":10}],"order":[],"autoWidth":false,"orderClasses":false,"lengthMenu":[5,10,25,50,100]},"selection":{"mode":"multiple","selected":null,"target":"row","selectable":null}},"evals":[],"jsHooks":[]}</script>
##
##
## ##### {.tabset .tabset-dropdown}
##
## ###### protein phosphorylation
##
##
## ###### phosphorylation
##
##
## ###### dephosphorylation
##
##
## ###### ribosome biogenesis
##
##
## ###### tRNA metabolic process
##
##
## ###### collagen and cuticulin-based cuticle development
##
##
## ###### rRNA processing
##
##
## ###### mitochondrial translation
##
##
## ###### male gamete generation
##
##
## ###### RNA modification
##
##
## ###### innate immune response
##
##
## ###### mitochondrial respiratory chain complex assembly
##
##
## ###### mitochondrial gene expression
##
##
## ###### immune system process
##
##
## ###### immune response
##
##
## ###### electron transport chain
##
##
## ###### establishment of protein localization to membrane
##
##
## ###### developmental process involved in reproduction
##
##
## ###### defense response
##
##
## ###### neuropeptide signaling pathway
##
##
## ###### cell fate commitment
##
##
##
##
## #### Reactome Pathway GSEA {.analysis}
##
## <div class="datatables html-widget html-fill-item" id="htmlwidget-8f77051af028b99f6d2e" style="width:100%;height:auto;"></div>
## <script type="application/json" data-for="htmlwidget-8f77051af028b99f6d2e">{"x":{"filter":"none","vertical":false,"extensions":["Buttons"],"caption":"<caption> Reactome Pathway GSE Of All Differentially Expressed Genes<\/caption>","data":[["R-CEL-72766","R-CEL-5419276","R-CEL-5389840","R-CEL-5368287","R-CEL-1799339","R-CEL-72689","R-CEL-72706","R-CEL-975956","R-CEL-5578768","R-CEL-8953854","R-CEL-611105","R-CEL-72163","R-CEL-1428517"],["Translation","Mitochondrial translation termination","Mitochondrial translation elongation","Mitochondrial translation","SRP-dependent cotranslational protein targeting to membrane","Formation of a pool of free 40S subunits","GTP hydrolysis and joining of the 60S ribosomal subunit","Nonsense Mediated Decay (NMD) independent of the Exon Junction Complex (EJC)","Physiological factors","Metabolism of RNA","Respiratory electron transport","mRNA Splicing - Major Pathway","Aerobic respiration and respiratory electron transport"],[175,74,73,75,68,76,63,66,25,313,41,105,91],[-0.4655785155041726,-0.6072364343280923,-0.6007450612669002,-0.6004198711041685,-0.5126306447202263,-0.4618287975414692,-0.5012239144931487,-0.4683269563270406,0.675509730294407,-0.2788457943011266,-0.4931397810681573,-0.3628939061452949,-0.3823011317564017],[-2.15989756787107,-2.476838812348453,-2.488116490798715,-2.437393893520883,-2.03997018357595,-1.874095195156032,-1.966420632382302,-1.852609304342445,1.81405327231356,-1.402878924775886,-1.772164340085371,-1.554773250243317,-1.591556229035308],[1.065319077619942e-08,8.336541129964603e-08,1.257148868229824e-07,5.029921238632299e-07,0.000107688186931201,0.000571439391504765,0.0007024796096050844,0.001319143598732752,0.001479798712335246,0.0016742304907035,0.003110577839524421,0.003523564918257947,0.005447228067881308],[4.112131639612977e-06,1.608952438083168e-05,1.61753154378904e-05,4.853873995280168e-05,0.008313528031088717,0.03676260085347322,0.03873673275822323,0.06346692255126724,0.06346692255126724,0.06462529694115512,0.1091530041869479,0.113341338203964,0.1617407718617065],[3.857576449486949e-06,1.509352709846223e-05,1.5174007391967e-05,4.553402384446081e-05,0.00779889185354382,0.0344868685399367,0.03633879484272918,0.05953810023898536,0.05953810023898536,0.06062476724231623,0.1023960551958278,0.1063251168316433,0.1517284579231717],[4248,4102,4102,4102,5226,5270,5226,5226,1344,4248,3716,3962,5050],["tags=70%, list=35%, signal=46%","tags=82%, list=34%, signal=55%","tags=82%, list=34%, signal=55%","tags=81%, list=34%, signal=54%","tags=90%, list=43%, signal=51%","tags=83%, list=44%, signal=47%","tags=90%, list=43%, signal=52%","tags=88%, list=43%, signal=50%","tags=32%, list=11%, signal=29%","tags=48%, list=35%, signal=32%","tags=61%, list=31%, signal=42%","tags=50%, list=33%, signal=34%","tags=69%, list=42%, signal=41%"],["rps-6/rpl-11.2/rps-5/rpl-19/rps-14/rpl-10a/mrps-24/rpsa-1/mrpl-45/mrps-25/mrps-5/rpl-21/rpl-26/srpa-68/eif-3.J/rps-11/rpl-18/mrps-14/rpl-31/rps-10/mrpl-37/rpl-18A/mrpl-18/rpl-35A/mrpl-30/mrpl-39/rpl-17/mrps-31/ife-3/oxa-1/rps-2/rplp-0/dap-3/mrps-15/rps-9/mrpl-16/mrpl-22/rpl-29/mrps-34/mrpl-9/mrpl-1/rpl-37A/rpl-30/eif-2Bgamma/mrpl-36/mrpl-51/mtq-2/rpl-10L/ZK512.4/mrpl-15/drr-2/mrps-9/rpl-23/oxy-5/rpl-32/eif-1.A/mrpl-32/rps-12/mrps-18B/mrps-18C/rps-21/K07A1.10/rps-20/mrpl-19/Y54G9A.7/mrps-2/rplp-2.1/rps-23/mrps-27/eif-2Bbeta/rpl-37.1/rps-15/mrpl-41/mrps-22/eif-2Balpha/ife-2/mrpl-54/eral-1/mrpl-13/eif-2beta/mrps-6/rpl-36/rpl-36A/mrps-7/rps-17/mrps-33/Y119D3B.14/mrpl-11/mrps-12/F25G6.8/eif-3.L/mrpl-58/rps-24/mrpl-53/rpl-14/mrps-28/rps-25/mrps-17/mrpl-4/mrps-11/mrpl-46/eif-3.K/eif-3.F/mrpl-48/mrpl-28/F37F2.2/rpl-22/mrpl-34/mrpl-49/C24D10.6/rpl-27A/C16C8.14/mrpl-20/ife-1/rpl-38/mrpl-21/mrps-23/mrpl-35/mrps-18.C/mrps-21/mrpl-50/mrpl-55","mrpl-45/mrps-25/mrps-5/mrps-14/mrpl-37/mrpl-18/mrpl-30/mrpl-39/mrps-31/oxa-1/dap-3/mrps-15/mrpl-16/mrpl-22/mrps-34/mrpl-9/mrpl-1/mrpl-36/mrpl-51/mrpl-15/mrps-9/oxy-5/mrpl-32/mrps-18B/mrps-18C/K07A1.10/mrpl-19/Y54G9A.7/mrps-2/mrps-27/mrpl-41/mrps-22/mrpl-54/eral-1/mrpl-13/mrps-6/mrps-7/mrps-33/Y119D3B.14/mrpl-11/mrps-12/mrpl-58/mrpl-53/mrps-28/mrps-17/mrpl-4/mrps-11/mrpl-46/mrpl-48/mrpl-28/mrpl-34/mrpl-49/C24D10.6/mrpl-20/mrpl-21/mrps-23/mrpl-35/mrps-18.C/mrps-21/mrpl-50/mrpl-55","mrpl-45/mrps-25/mrps-5/mrps-14/mrpl-37/mrpl-18/mrpl-30/mrpl-39/mrps-31/oxa-1/dap-3/mrps-15/mrpl-16/mrpl-22/mrps-34/mrpl-9/mrpl-1/mrpl-36/mrpl-51/mrpl-15/mrps-9/oxy-5/mrpl-32/mrps-18B/mrps-18C/K07A1.10/mrpl-19/Y54G9A.7/mrps-2/mrps-27/mrpl-41/mrps-22/mrpl-54/eral-1/mrpl-13/mrps-6/mrps-7/mrps-33/mrpl-11/mrps-12/mrpl-58/mrpl-53/mrps-28/mrps-17/mrpl-4/mrps-11/mrpl-46/mrpl-48/mrpl-28/mrpl-34/mrpl-49/C24D10.6/mrpl-20/mrpl-21/mrps-23/mrpl-35/mrps-18.C/mrps-21/mrpl-50/mrpl-55","mrpl-45/mrps-25/mrps-5/mrps-14/mrpl-37/mrpl-18/mrpl-30/mrpl-39/mrps-31/oxa-1/dap-3/mrps-15/mrpl-16/mrpl-22/mrps-34/mrpl-9/mrpl-1/mrpl-36/mrpl-51/mrpl-15/mrps-9/oxy-5/mrpl-32/mrps-18B/mrps-18C/K07A1.10/mrpl-19/Y54G9A.7/mrps-2/mrps-27/mrpl-41/mrps-22/mrpl-54/eral-1/mrpl-13/mrps-6/mrps-7/mrps-33/Y119D3B.14/mrpl-11/mrps-12/mrpl-58/mrpl-53/mrps-28/mrps-17/mrpl-4/mrps-11/mrpl-46/mrpl-48/mrpl-28/mrpl-34/mrpl-49/C24D10.6/mrpl-20/mrpl-21/mrps-23/mrpl-35/mrps-18.C/mrps-21/mrpl-50/mrpl-55","rpl-24/rps-3/rpl-15/rpl-4/rpl-7/rps-3A/rpl-6/rps-18/rps-4/rpl-5/rpl-13/rpl-8/rpl-7A/C16C8.16/rps-27A/rps-6/rpl-11.2/rps-5/rpl-19/rps-14/rpl-10a/rpsa-1/rpl-21/rpl-26/srpa-68/rps-11/rpl-18/rpl-31/rps-10/rpl-18A/rpl-35A/rpl-17/rps-2/rplp-0/rps-9/rpl-29/rpl-37A/rpl-30/rpl-10L/ZK512.4/rpl-23/rpl-32/rps-12/rps-21/rps-20/rplp-2.1/rps-23/rpl-37.1/rps-15/rpl-36/rpl-36A/rps-17/F25G6.8/rps-24/rpl-14/rps-25/F37F2.2/rpl-22/rpl-27A/C16C8.14/rpl-38","eif-3.D/rpl-24/rps-3/rpl-15/rpl-4/rpl-7/rps-3A/rpl-6/rps-18/rps-4/rpl-5/rpl-13/rpl-8/rpl-7A/C16C8.16/rps-27A/rps-6/rpl-11.2/rps-5/rpl-19/rps-14/rpl-10a/rpsa-1/rpl-21/rpl-26/eif-3.J/rps-11/rpl-18/rpl-31/rps-10/rpl-18A/rpl-35A/rpl-17/rps-2/rplp-0/rps-9/rpl-29/rpl-37A/rpl-30/rpl-10L/rpl-23/rpl-32/eif-1.A/rps-12/rps-21/rps-20/rplp-2.1/rps-23/rpl-37.1/rps-15/rpl-36/rpl-36A/rps-17/eif-3.L/rps-24/rpl-14/rps-25/eif-3.K/eif-3.F/rpl-22/rpl-27A/C16C8.14/rpl-38","rpl-24/rps-3/rpl-15/rpl-4/rpl-7/rps-3A/rpl-6/rps-18/rps-4/rpl-5/rpl-13/rpl-8/rpl-7A/C16C8.16/rps-27A/rps-6/rpl-11.2/rps-5/rpl-19/rps-14/rpl-10a/rpsa-1/rpl-21/rpl-26/rps-11/rpl-18/rpl-31/rps-10/rpl-18A/rpl-35A/rpl-17/rps-2/rplp-0/rps-9/rpl-29/rpl-37A/rpl-30/rpl-10L/rpl-23/rpl-32/rps-12/rps-21/rps-20/rplp-2.1/rps-23/rpl-37.1/rps-15/rpl-36/rpl-36A/rps-17/rps-24/rpl-14/rps-25/rpl-22/rpl-27A/C16C8.14/rpl-38","rpl-24/rps-3/rpl-15/rpl-4/rpl-7/rps-3A/rpl-6/rps-18/rps-4/rpl-5/rpl-13/rpl-8/rpl-7A/C16C8.16/rps-27A/rps-6/rpl-11.2/rps-5/rpl-19/rps-14/rpl-10a/rpsa-1/rpl-21/rpl-26/rps-11/rpl-18/rpl-31/rps-10/rpl-18A/rpl-35A/rpl-17/rps-2/rplp-0/rps-9/rpl-29/rpl-37A/rpl-30/rpl-10L/rpl-23/rpl-32/rps-12/rps-21/rps-20/rplp-2.1/rps-23/ncbp-2/rpl-37.1/rps-15/rpl-36/rpl-36A/rps-17/rps-24/rpl-14/rps-25/rpl-22/rpl-27A/C16C8.14/rpl-38","nep-23/nep-9/nep-6/nep-10/nep-8/cest-12/cest-1.2/nep-1","rps-6/rpl-11.2/rps-5/rpl-19/rps-14/rpl-10a/F23F1.5/uaf-2/rpsa-1/exos-9/cel-1/Y6B3B.9/rpl-21/gtf-2H2C/rpl-26/hel-1/rpb-6/rps-11/rpl-18/rpl-31/dib-1/rps-10/rbm-17/yju-2/sel-13/rsp-4/pnn-1/rpl-18A/casc-3/rpl-35A/sig-7/thoc-3/nst-1/rpl-17/snr-4/C47E8.4/isy-1/nxt-1/T10B5.3/rps-2/rplp-0/adr-2/snrp-40.1/pqbp-1.1/lsm-4/rps-9/T01B7.5/cyn-12/rpl-29/wdr-46/lsm-7/gtf-2H3/rpl-37A/prcc-1/rpl-30/ccdc-55/C16C10.2/tgs-1/cyn-4/smi-1/F30A10.9/aly-3/thoc-5/phf-5/T26G10.1/rpl-10L/smg-4/cpsf-3/K05C4.5/tofu-2/krr-1/cyn-15/gtf-2F2/ZC434.4/rpl-23/rpl-32/ulp-5/rps-12/bcas-2/smg-6/cwc-15/ZK1127.5/F10E9.5/rps-21/snr-5/Y10G11A.1/dcs-1/rps-20/Y53G8AR.6/D1007.4/rplp-2.1/rps-23/snr-1/ncbp-2/rpl-37.1/rps-15/mag-1/prp-18/rsp-6/B0280.9/thoc-7/snr-6/rpl-36/snr-7/rpl-36A/lsm-3/cpf-1/rps-17/rps-24/ddx-52/rpb-9/pes-4/rpl-14/rps-25/C48B6.2/rnp-2/pabp-2/snr-3/rpb-3/rpb-8/gut-2/rpb-12/cyn-10/ZK795.3/mog-2/Y66D12A.8/rpl-22/wdr-12/rpb-7/exos-8/rpl-27A/exos-1/nxf-2/C16C8.14/F37A4.2/rpb-5/C16C10.4/ccdc-12/lsm-1/rpb-11/crn-5/exos-3/C24H11.5/rpl-38/rpb-10/gtf-2H5/R05D3.8/Y51H7C.7/K07A1.15/F29A7.6","cyc-1/slc-25A18.2/ucr-2.1/mppb-1/cox-5A/ddl-3/F45H10.2/cox-6C/T02H6.11/misc-1/B0035.15/nduf-7/nuo-2/F56B3.11/F01F1.2/slc-25A18.1/cox-17/Y38F2AR.3/ndus-8/etfb-1/ZK1128.1/T27E9.2/nuaf-3/cox-11/sft-1","hel-1/rpb-6/rbm-17/yju-2/sel-13/rsp-4/pnn-1/casc-3/sig-7/snr-4/C47E8.4/isy-1/snrp-40.1/pqbp-1.1/cyn-12/prcc-1/ccdc-55/cyn-4/aly-3/phf-5/smg-4/tofu-2/cyn-15/gtf-2F2/bcas-2/cwc-15/snr-5/snr-1/ncbp-2/mag-1/prp-18/rsp-6/snr-6/snr-7/rpb-9/pes-4/rnp-2/snr-3/rpb-3/rpb-8/rpb-12/cyn-10/mog-2/Y66D12A.8/rpb-7/F37A4.2/rpb-5/C16C10.4/ccdc-12/rpb-11/rpb-10/R05D3.8","cox-4/idhg-1/sdhb-1/etfa-1/got-1.2/ucp-4/atp-5/hsp-75/atp-3/ucr-1/sco-1/cox-19/gas-1/Y69A2AR.18/vdac-1/Y17G7B.3/mdh-2/pyk-2/asg-2/kat-1/pdhk-2/atp-1/dhgd-1/sucl-1/sdha-1/cyc-1/slc-25A18.2/frh-1/ucr-2.1/mppb-1/asb-1/cox-5A/ddl-3/F25B4.7/F45H10.2/cox-6C/F58F12.1/T02H6.11/oxy-5/sucg-1/misc-1/B0035.15/suca-1/cts-1/nduf-7/Y57A10A.29/R53.4/nuo-2/F56B3.11/hphd-1/F01F1.2/slc-25A18.1/hpo-18/cox-17/Y38F2AR.3/ndus-8/etfb-1/ZK1128.1/W02D3.12/T27E9.2/nuaf-3/cox-11/sft-1"]],"container":"<table class=\"display\">\n <thead>\n <tr>\n <th>ID<\/th>\n <th>Description<\/th>\n <th>setSize<\/th>\n <th>enrichmentScore<\/th>\n <th>NES<\/th>\n <th>pvalue<\/th>\n <th>p.adjust<\/th>\n <th>qvalue<\/th>\n <th>rank<\/th>\n <th>leading_edge<\/th>\n <th>core_enrichment<\/th>\n <\/tr>\n <\/thead>\n<\/table>","options":{"dom":"frtipB","buttons":["copy",{"extend":"csv","filename":"strain_hrde1_wt_Reactome_gsea"},{"extend":"excel","filename":"strain_hrde1_wt_Reactome_gsea"}],"pageLength":5,"scrollX":true,"columnDefs":[{"className":"dt-right","targets":[2,3,4,5,6,7,8]},{"name":"ID","targets":0},{"name":"Description","targets":1},{"name":"setSize","targets":2},{"name":"enrichmentScore","targets":3},{"name":"NES","targets":4},{"name":"pvalue","targets":5},{"name":"p.adjust","targets":6},{"name":"qvalue","targets":7},{"name":"rank","targets":8},{"name":"leading_edge","targets":9},{"name":"core_enrichment","targets":10}],"order":[],"autoWidth":false,"orderClasses":false,"lengthMenu":[5,10,25,50,100]},"selection":{"mode":"multiple","selected":null,"target":"row","selectable":null}},"evals":[],"jsHooks":[]}</script>
##
##
## ##### {.tabset .tabset-dropdown}
##
## ###### Translation
##
##
## ###### Mitochondrial translation termination
##
##
## ###### Mitochondrial translation elongation
##
##
## ###### Mitochondrial translation
##
##
## ###### SRP-dependent cotranslational protein targeting to membrane
##
##
## ###### Formation of a pool of free 40S subunits
##
##
## ###### GTP hydrolysis and joining of the 60S ribosomal subunit
##
##
## ###### Nonsense Mediated Decay (NMD) independent of the Exon Junction Complex (EJC)
##
##
## ###### Physiological factors
##
##
## ###### Metabolism of RNA
##
##
## ###### Respiratory electron transport
##
##
## ###### mRNA Splicing - Major Pathway
##
##
## ###### Aerobic respiration and respiratory electron transport
##
##
##
##
## ### Upregulated
##
##
##
## #### GO Classification {.analysis}
##
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## <script type="application/json" data-for="htmlwidget-ad24c59e5802a087452a">{"x":{"filter":"none","vertical":false,"extensions":["Buttons"],"caption":"<caption> GO Classification of Upregulated 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locomotion","peptide metabolic process","hormone metabolic process","glycosylation","olefinic compound metabolic process","vesicle targeting","establishment or maintenance of cell polarity","cell population proliferation","cell growth","maintenance of location in cell","execution phase of apoptosis","fertilization","sleep","multicellular organism growth","molting cycle","multi-multicellular organism process","developmental maturation","dormancy process","positive regulation of transport","negative regulation of lipid localization","regulation of brood size","leukocyte homeostasis","somatic diversification of immune receptors","immune effector process","activation of immune response","myeloid cell homeostasis","B cell selection","antigen sampling in mucosal-associated lymphoid tissue","production of molecular mediator of immune response","tolerance induction","immune system development","regulation of immune system process","negative regulation of immune system process","positive regulation of immune system process","antigen processing and presentation","lymphocyte costimulation","hemocyte proliferation","hemocyte differentiation","T cell selection","leukocyte activation","leukocyte migration","immunological memory process","amine metabolic process","flavonoid metabolic process","alkaloid metabolic process","carbon fixation","antibiotic metabolic process","carbazole metabolic process","3-methylquinoline metabolic process","nicotine metabolic process","aldoxime metabolic process","cyanide metabolic process","secondary metabolic process","collagen metabolic process","tetrapyrrole metabolic process","indole-containing compound metabolic process","pigment metabolic process","benzene-containing compound metabolic process","pteridine-containing compound metabolic process","poly(3-hydroxyalkanoate) metabolic process","flavin-containing compound metabolic process","respiratory burst","dipyrrin metabolic process","oxazole or thiazole metabolic process","nitrile metabolic process","prosthetic group metabolic process","imidazole-containing compound metabolic process","catabolite repression","demethylation","nitrogen cycle metabolic process","pyridine-containing compound metabolic process","pyrimidine-containing compound metabolic process","ammonium ion metabolic process","acetylenic compound metabolic process","hydrocarbon metabolic process","futile creatine cycle","austinol metabolic process","acetate ester metabolic process","methanophenazine metabolic process","candicidin metabolic process","primary amino compound metabolic process","tartrate metabolic process","iron-sulfur-molybdenum cofactor metabolic process","lactone metabolic process","organic heteropentacyclic compound metabolic process","poly(hydroxyalkanoate) metabolic process","phosphinothricin metabolic process","7,8-didemethyl-8-hydroxy-5-deazariboflavin metabolic process","tyrocidine metabolic process","betaine aldehyde metabolic process","hydrogen metabolic process","adaptive thermogenesis","reactive nitrogen species metabolic process","methanofuran metabolic process","septum digestion after cytokinesis","cell activation","cell killing","plasmid maintenance","protein folding","syncytium formation","ensheathment of neurons","cell recognition","C21-steroid hormone metabolic process","mineralocorticoid metabolic process","horizontal gene transfer","stomatal movement","intercellular transport","light absorption","cytolysis","membrane docking","transposition","cellular pigmentation","RNA folding","cell competition in a multicellular organism","phenotypic switching","protein unfolding","symbiont-mediated perturbation of host cellular process","establishment or maintenance of cell type involved in phenotypic switching","intermediate filament-based process","synaptic vesicle transport","localization of cell","cell adhesion molecule production","microtubule organizing center localization","cell wall organization or biogenesis","DNA clamp unloading","execution phase of necroptosis","cell aggregation","ciliary basal body segregation","exocytic process","cell-cell fusion","viral latency","establishment of viral latency","maintenance of viral latency","latent virus replication","release from viral latency","modulation by virus of host process","viral life cycle","uncoating of virus","virion assembly","viral capsid assembly","viral genome maturation","viral genome packaging","virus maturation","viral release from host cell","viral genome replication","viral gene expression","viral translation","viral protein processing","viral transcription","membrane fusion involved in viral entry into host cell","lysis of host organelle involved in viral entry into host cell","permeabilization of host organelle membrane involved in viral entry into host cell","symbiont genome ejection through host cell envelope","polyadenylation of viral mRNA by polymerase stuttering","fusion of viral membrane with host outer nuclear membrane","negative regulation by host of viral 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formation","multi-organism reproductive process","positive regulation of flagellated sperm motility involved in capacitation","premature acrosome loss","spore dispersal","meiotic drive","parasexual reproduction with cellular fusion","negative regulation of reproductive process","ossification","morphogenesis of a branching structure","cytokine production","production of molecular mediator involved in inflammatory response","circadian regulation of heart rate","respiratory gaseous exchange by respiratory system","digestion","megagametogenesis","seed germination","pollen germination","meristem determinacy","meristem maintenance","seed dormancy process","muscle attachment","stem cell population maintenance","midbrain-hindbrain boundary maturation during brain development","midbrain-hindbrain boundary maturation during neural plate development","molting cycle process","multicellular organism adhesion","pseudocleavage","keratinization","neurotrophin production","secretion by 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senescence","acquisition of mycelium reproductive competence","spore-bearing structure formation","maintenance of cell number","animal gross anatomical part developmental process","plant gross anatomical part developmental process","budding cell bud growth","filamentous growth","negative regulation of growth","lateral growth","directional locomotion","swimming","negative regulation of locomotion","taxis","flight","multicellular organismal locomotion","B cell homeostatic proliferation","ocellus pigmentation","pigment metabolic process involved in pigmentation","pigment accumulation","developmental pigmentation","regulation of pigmentation","modulation of process of another organism","formation of structure involved in a symbiotic process","biological process involved in symbiotic interaction","disruption of anatomical structure in another organism","cell cycle phase","menstrual cycle phase","hair cycle phase","estrous cycle phase","single-celled organism vegetative growth phase","reproductive senescence","circadian rhythm","ultradian rhythm","ovulation cycle","positive regulation of border follicle cell delamination","positive regulation of cellular pH reduction","positive regulation of circadian rhythm","positive regulation of formation of structure involved in a symbiotic process","positive regulation of action potential","positive regulation of developmental pigmentation","positive regulation of fibrinolysis","positive regulation of post-transcriptional gene silencing","positive regulation by symbiont of entry into host","positive regulation of kainate selective glutamate receptor signaling pathway","positive regulation of transepithelial migration of symbiont in host","positive regulation of hemostasis","positive regulation of long-term synaptic depression","positive regulation of membrane hyperpolarization","positive regulation of receptor localization to synapse","positive regulation of cardiac conduction","positive regulation of membrane depolarization","positive regulation of telomerase RNA localization to Cajal body","positive regulation of establishment of RNA localization to telomere","positive regulation of establishment of protein-containing complex localization to telomere","positive regulation of membrane repolarization during cardiac muscle cell action potential","positive regulation of cohesin unloading","positive regulation of short-term synaptic potentiation","positive regulation of lipid localization","negative regulation of border follicle cell delamination","negative regulation of cellular pH reduction","negative regulation of GTPase activity","negative regulation of circadian rhythm","negative regulation of formation of structure involved in a symbiotic process","negative regulation of action potential","negative regulation of developmental pigmentation","negative regulation of transport","negative regulation of fibrinolysis","negative regulation of post-transcriptional gene silencing","negative 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## #### GO Over-representation {.analysis}
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## #### Reactome Pathway Over-representation {.analysis}
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##
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##
## ### Downregulated
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##
## #### GO Classification {.analysis}
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2849","GO:0042753","GO:0044149","GO:0045760","GO:0048087","GO:0051919","GO:0060148","GO:0075294","GO:0106428","GO:0140471","GO:1900048","GO:1900454","GO:1902632","GO:1902685","GO:1903781","GO:1904181","GO:1904874","GO:1904912","GO:1904915","GO:1905033","GO:1905339","GO:1905514","GO:1905954","GO:0030712","GO:0032848","GO:0034260","GO:0042754","GO:0044147","GO:0045759","GO:0048086","GO:0051051","GO:0051918","GO:0060149","GO:0060967","GO:0090394","GO:0106427","GO:0110066","GO:1900047","GO:1900272","GO:1900453","GO:1902631","GO:1902684","GO:1902735","GO:1903780","GO:1904180","GO:1904537","GO:1904873","GO:1904911","GO:1904914","GO:1905032","GO:1905338","GO:1905513","GO:1905869","GO:1905953","GO:2000536","GO:0032847","GO:0042752","GO:0043903","GO:0044145","GO:0060306","GO:0097006","GO:0098900","GO:1900046","GO:1902630","GO:0009719","GO:0014823","GO:0014854","GO:0014874","GO:0031667","GO:0043500","GO:0051775","GO:0035732","GO:0051235","GO:0000128","GO:0000752","GO:0000758","GO:0009865","GO:0010483","GO:0035176","GO:0044010","GO:0099120","GO:0120318","GO:0031413","GO:0060378","GO:0141191","GO:0009407","GO:0010127","GO:0051410","GO:0061687","GO:0071722","GO:0140330","GO:0140725","GO:0140729","GO:1990961"],["cellular 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unfolding","symbiont-mediated perturbation of host cellular process","establishment or maintenance of cell type involved in phenotypic switching","synaptic vesicle transport","cell division","maintenance of location in cell","localization of cell","cell adhesion molecule production","microtubule organizing center localization","DNA clamp unloading","execution phase of apoptosis","execution phase of necroptosis","cell aggregation","ciliary basal body segregation","exocytic process","cell-cell fusion","export from cell","cellular detoxification","viral latency","establishment of viral latency","maintenance of viral latency","latent virus replication","release from viral latency","modulation by virus of host process","viral life cycle","uncoating of virus","virion assembly","viral capsid assembly","viral genome maturation","viral genome packaging","virus maturation","viral release from host cell","viral genome replication","viral gene expression","viral translation","viral protein 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## #### GO Over-representation {.analysis}
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##
##
##
##
## #### Reactome Pathway Over-representation {.analysis}
##
## **Table Reactome Pathway Over-representation Analysis of Downregulated Genes has no rows.**
##
##
##
## # strain_hrde2_wt {.title}
##
## **Inputs for function call:**
##
## ```r
## compileReport(result.obj = DE.results[["results"]][[i]], contrast = i,
## l2fc_filter = 0.8, padj_filter = 0.1)
##
## ```
##
##
##
## ## DEG Report
##
## <div class="datatables html-widget html-fill-item" id="htmlwidget-749afcb8c0f480787586" style="width:100%;height:auto;"></div>
## <script type="application/json" data-for="htmlwidget-749afcb8c0f480787586">{"x":{"filter":"none","vertical":false,"extensions":["Buttons"],"caption":"<caption>Differentially Expressed 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class=\"display\">\n <thead>\n <tr>\n <th>gene_name<\/th>\n <th>baseMean<\/th>\n <th>log2FoldChange<\/th>\n <th>lfcSE<\/th>\n <th>stat<\/th>\n <th>pvalue<\/th>\n <th>padj<\/th>\n <\/tr>\n <\/thead>\n<\/table>","options":{"dom":"frtipB","buttons":["copy",{"extend":"csv","filename":"strain_hrde2_wt_DEGs"},{"extend":"excel","filename":"strain_hrde2_wt_DEGs"}],"pageLength":10,"scrollX":true,"columnDefs":[{"className":"dt-right","targets":[1,2,3,4,5,6]},{"name":"gene_name","targets":0},{"name":"baseMean","targets":1},{"name":"log2FoldChange","targets":2},{"name":"lfcSE","targets":3},{"name":"stat","targets":4},{"name":"pvalue","targets":5},{"name":"padj","targets":6}],"order":[],"autoWidth":false,"orderClasses":false},"selection":{"mode":"multiple","selected":null,"target":"row","selectable":null}},"evals":[],"jsHooks":[]}</script>
##
##
##
##
## ## Ontology Report {.tabset .analysisreport}##
## **Transfering WORMBASE gene IDs to ENTREZID:**
##
## ```r
## 308 gene IDs were not transfered from WORMBASE to ENTREZID
## 12108 gene IDs were successfully transfered from WORMBASE to ENTREZID
##
## ```
##
## **Number of highly variable genes identified (with | L2FC | > 0.8 and padj < 0.1) is:**
##
## ```r
## 1557
##
## ```
##
## **Number of highly upregulated genes identified (with L2FC > 0.8 and padj < 0.1) is:**
##
## ```r
## 1051
##
## ```
##
## **Number of highly downregulated genes identified (with L2FC < -0.8 and padj < 0.1) is:**
##
## ```r
## 506
##
## ```##
##
## ### Dysregulated
##
##
##
## #### Gene Ontology GSEA {.analysis}
## <div class="datatables html-widget html-fill-item" id="htmlwidget-28b4bae58c399a69cf5b" style="width:100%;height:auto;"></div>
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##
##
## ##### {.tabset .tabset-dropdown}
##
## ###### dephosphorylation
##
##
## ###### protein phosphorylation
##
##
## ###### phosphorylation
##
##
## ###### response to bacterium
##
##
## ###### male gamete generation
##
##
## ###### neuropeptide signaling pathway
##
##
## ###### sexual reproduction
##
##
## ###### mitochondrial transmembrane transport
##
##
##
##
## #### Reactome Pathway GSEA {.analysis}
##
## **Table Reactome Pathway GSE Of All Differentially Expressed Genes has no rows.**
##
##
##
## ### Upregulated
##
##
##
## #### GO Classification {.analysis}
##
## <div class="datatables html-widget html-fill-item" id="htmlwidget-a4644ed13c0aeae39d64" style="width:100%;height:auto;"></div>
## <script type="application/json" data-for="htmlwidget-a4644ed13c0aeae39d64">{"x":{"filter":"none","vertical":false,"extensions":["Buttons"],"caption":"<caption> GO Classification of Upregulated Genes<\/caption>","data":[["GO:0044238","GO:0043170","GO:0044237","GO:0050789","GO:0050794","GO:0051716","GO:0071840","GO:0009058","GO:0007154","GO:0023052","GO:0007165","GO:0051234","GO:0048856","GO:0048869","GO:0019222","GO:0007275","GO:0009056","GO:0055085","GO:0048518","GO:0019953","GO:0006950","GO:0048519","GO:0044281","GO:0009653","GO:0003006","GO:0033036","GO:0048523","GO:0048609","GO:0048522","GO:0051641","GO:0007049","GO:0009892","GO:0050793","GO:0022402","GO:0009605","GO:0048583","GO:0022412","GO:0051239","GO:0042221","GO:0009893","GO:0051094","GO:0051707","GO:0009607","GO:0016192","GO:0065008","GO:0051240","GO:0006955","GO:0051321","GO:0009791","GO:0023051","GO:0051640","GO:0007017","GO:0007155","GO:0030029","GO:0048870","GO:1903046","GO:0040012","GO:0019725","GO:0048878","GO:0051301","GO:0007610","GO:0008219","GO:0042303","GO:0048589","GO:0048584","GO:2000241","GO:0003008","GO:0048646","GO:0048585","GO:0043603","GO:0072521","GO:1901135","GO:0061919","GO:2000243","GO:0040008","GO:0040017","GO:0023056","GO:0032879","GO:0032259","GO:1901615","GO:0016049","GO:0097722","GO:0023057","GO:0022406","GO:0140352","GO:1990748","GO:0009566","GO:0008340","GO:0035264","GO:0051241","GO:0045927","GO:0042330","GO:0009719","GO:0009308","GO:0008037","GO:0007389","GO:0021700","GO:0051093","GO:0040013","GO:0009628","GO:0031667","GO:0065009","GO:0006518","GO:0019748","GO:0042430","GO:0042537","GO:0070085","GO:0072524","GO:0097164","GO:1901160","GO:0001775","GO:0006457","GO:0007163","GO:0008283","GO:0045103","GO:0097194","GO:2000242","GO:0016203","GO:0022404","GO:0044706","GO:0031987","GO:0051606","GO:0031503","GO:0060378","GO:0001776","GO:0002200","GO:0002252","GO:0002253","GO:0002262","GO:0002339","GO:0002404","GO:0002440","GO:0002507","GO:0002520","GO:0002682","GO:0002683","GO:0002684","GO:0019882","GO:0031294","GO:0035172","GO:0042386","GO:0045058","GO:0045321","GO:0050900","GO:0090713","GO:0009812","GO:0009820","GO:0015977","GO:0016999","GO:0018884","GO:0018930","GO:0018933","GO:0019330","GO:0019499","GO:0032963","GO:0033013","GO:0042440","GO:0042445","GO:0042558","GO:0042620","GO:0042726","GO:0045730","GO:0046453","GO:0046484","GO:0050898","GO:0051189","GO:0052803","GO:0061984","GO:0070988","GO:0071941","GO:0072527","GO:0120246","GO:0120252","GO:0120254","GO:0140651","GO:1900558","GO:1900619","GO:1900629","GO:1901125","GO:1901275","GO:1901286","GO:1901334","GO:1901376","GO:1901440","GO:1901764","GO:1901850","GO:1901902","GO:1902061","GO:1902421","GO:1990845","GO:2001057","GO:2001119","GO:0000920","GO:0001906","GO:0006276","GO:0006903","GO:0006949","GO:0007272","GO:0008207","GO:0008212","GO:0009292","GO:0010118","GO:0010496","GO:0016037","GO:0019835","GO:0032196","GO:0033059","GO:0034337","GO:0035212","GO:0036166","GO:0043335","GO:0044068","GO:0044663","GO:0048489","GO:0051651","GO:0051674","GO:0060352","GO:0061842","GO:0071554","GO:0090618","GO:0097528","GO:0098743","GO:0120312","GO:0140029","GO:0140253","GO:0019042","GO:0019043","GO:0019044","GO:0019045","GO:0019046","GO:0019048","GO:0019058","GO:0019061","GO:0019068","GO:0019069","GO:0019070","GO:0019072","GO:0019075","GO:0019076","GO:0019079","GO:0019080","GO:0019081","GO:0019082","GO:0019083","GO:0039663","GO:0039664","GO:0039665","GO:0039678","GO:0039698","GO:0039700","GO:0044793","GO:0044794","GO:0044826","GO:0046745","GO:0046755","GO:0046786","GO:0046787","GO:0046794","GO:0046807","GO:0048524","GO:0048525","GO:0050792","GO:0075522","GO:0075523","GO:0075524","GO:0075525","GO:0075526","GO:0075527","GO:0098003","GO:0098004","GO:0098005","GO:0098045","GO:0098669","GO:0098677","GO:0098678","GO:0098689","GO:0099009","GO:0007340","GO:0007566","GO:0009856","GO:0019954","GO:0022413","GO:0022602","GO:0042628","GO:0044703","GO:0060474","GO:0061948","GO:0075325","GO:0110134","GO:1990277","GO:0001503","GO:0001763","GO:0001816","GO:0002532","GO:0003053","GO:0007585","GO:0007586","GO:0009561","GO:0009845","GO:0009846","GO:0010022","GO:0010073","GO:0010162","GO:0019827","GO:0022004","GO:0022005","GO:0022608","GO:0030431","GO:0030588","GO:0031424","GO:0032898","GO:0032941","GO:0033555","GO:0034381","GO:0035073","GO:0035074","GO:0035265","GO:0035314","GO:0035889","GO:0043480","GO:0045056","GO:0045494","GO:0048647","GO:0048771","GO:0048871","GO:0050817","GO:0050879","GO:0055046","GO:0055127","GO:0060384","GO:0071684","GO:0071827","GO:0080189","GO:0090130","GO:0090664","GO:0097207","GO:0097242","GO:0140547","GO:1990110","GO:0009838","GO:0010014","GO:0022611","GO:0030583","GO:0031128","GO:0043696","GO:0043934","GO:0048532","GO:0060033","GO:0090644","GO:0090693","GO:0097737","GO:0097751","GO:0098727","GO:0160108","GO:0160109","GO:0007117","GO:0030447","GO:0045926","GO:0080190","GO:0033058","GO:0036268","GO:0060361","GO:0071965","GO:0002358","GO:0033060","GO:0043474","GO:0043476","GO:0048066","GO:0120305","GO:0035821","GO:0044111","GO:0044403","GO:0141060","GO:0022403","GO:0022601","GO:0044851","GO:0060206","GO:0072690","GO:1990636","GO:0007623","GO:0007624","GO:0042698","GO:003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receptors","immune effector process","activation of immune response","myeloid cell homeostasis","B cell selection","antigen sampling in mucosal-associated lymphoid tissue","production of molecular mediator of immune response","tolerance induction","immune system development","regulation of immune system process","negative regulation of immune system process","positive regulation of immune system process","antigen processing and presentation","lymphocyte costimulation","hemocyte proliferation","hemocyte differentiation","T cell selection","leukocyte activation","leukocyte migration","immunological memory process","flavonoid metabolic process","alkaloid metabolic process","carbon fixation","antibiotic metabolic process","carbazole metabolic process","3-methylquinoline metabolic process","nicotine metabolic process","aldoxime metabolic process","cyanide metabolic process","collagen metabolic process","tetrapyrrole metabolic process","pigment metabolic process","hormone metabolic process","pteridine-containing compound metabolic process","poly(3-hydroxyalkanoate) metabolic process","flavin-containing compound metabolic process","respiratory burst","dipyrrin metabolic process","oxazole or thiazole metabolic process","nitrile metabolic process","prosthetic group metabolic process","imidazole-containing compound metabolic process","catabolite repression","demethylation","nitrogen cycle metabolic process","pyrimidine-containing compound metabolic process","acetylenic compound metabolic process","hydrocarbon metabolic process","olefinic compound metabolic process","futile creatine cycle","austinol metabolic process","acetate ester metabolic process","methanophenazine metabolic process","candicidin metabolic process","tartrate metabolic process","iron-sulfur-molybdenum cofactor metabolic process","lactone metabolic process","organic heteropentacyclic compound metabolic process","poly(hydroxyalkanoate) metabolic process","phosphinothricin metabolic process","7,8-didemethyl-8-hydroxy-5-deazariboflavin metabolic process","tyrocidine metabolic process","betaine aldehyde metabolic process","hydrogen metabolic process","adaptive thermogenesis","reactive nitrogen species metabolic process","methanofuran metabolic process","septum digestion after cytokinesis","cell killing","plasmid maintenance","vesicle targeting","syncytium formation","ensheathment of neurons","C21-steroid hormone metabolic process","mineralocorticoid metabolic process","horizontal gene transfer","stomatal movement","intercellular transport","light absorption","cytolysis","transposition","cellular pigmentation","RNA folding","cell competition in a multicellular organism","phenotypic switching","protein unfolding","symbiont-mediated perturbation of host cellular process","establishment or maintenance of cell type involved in phenotypic switching","synaptic vesicle transport","maintenance of location in cell","localization of cell","cell adhesion molecule production","microtubule organizing center localization","cell wall organization or biogenesis","DNA clamp unloading","execution phase of necroptosis","cell aggregation","ciliary basal body segregation","exocytic process","cell-cell fusion","viral latency","establishment of viral latency","maintenance of viral latency","latent virus replication","release from viral latency","modulation by virus of host process","viral life cycle","uncoating of virus","virion assembly","viral capsid assembly","viral genome maturation","viral genome packaging","virus maturation","viral release from host cell","viral genome replication","viral gene expression","viral translation","viral protein processing","viral transcription","membrane fusion involved in viral entry into host cell","lysis of host organelle involved in viral entry into host cell","permeabilization of host organelle membrane involved in viral entry into host cell","symbiont genome ejection through host cell envelope","polyadenylation of viral mRNA by polymerase stuttering","fusion of viral membrane with host outer nuclear membrane","negative regulation by host of viral process","positive regulation by host of viral process","viral genome integration into host DNA","viral capsid secondary envelopment","viral budding","viral replication complex formation and maintenance","viral DNA repair","transport of virus","viral scaffold assembly and maintenance","positive regulation of viral process","negative regulation of viral process","regulation of viral process","IRES-dependent viral translational initiation","viral translational frameshifting","ribosomal skipping","viral translational termination-reinitiation","cap snatching","viral RNA editing","viral tail assembly","virus tail fiber assembly","viral head-tail joining","virus baseplate assembly","superinfection exclusion","virion maturation","viral tropism switching","latency-replication decision","viral genome circularization","acrosome reaction","embryo implantation","pollination","asexual reproduction","reproductive process in single-celled organism","ovulation cycle process","mating plug formation","multi-organism reproductive process","positive regulation of flagellated sperm motility involved in capacitation","premature acrosome loss","spore dispersal","meiotic drive","parasexual reproduction with cellular fusion","ossification","morphogenesis of a branching structure","cytokine production","production of molecular mediator involved in inflammatory response","circadian regulation of heart rate","respiratory gaseous exchange by respiratory system","digestion","megagametogenesis","seed germination","pollen germination","meristem determinacy","meristem maintenance","seed dormancy process","stem cell population maintenance","midbrain-hindbrain boundary maturation during brain development","midbrain-hindbrain boundary maturation during neural plate development","multicellular organism adhesion","sleep","pseudocleavage","keratinization","neurotrophin production","secretion by tissue","multicellular organismal response to stress","plasma lipoprotein particle clearance","pupariation","pupation","organ growth","scab formation","otolith tethering","pigment accumulation in tissues","transcytosis","photoreceptor cell maintenance","polyphenic determination","tissue remodeling","multicellular organismal-level homeostasis","coagulation","multicellular organismal movement","microgametogenesis","vibrational conductance of sound to the inner ear","innervation","organism emergence from protective structure","plasma lipoprotein particle organization","primary growth","tissue migration","response to high population density","bud dormancy process","amyloid-beta clearance","acquisition of seed longevity","callus formation","abscission","meristem initiation","dormancy process","myxococcal fruiting body development","developmental induction","dedifferentiation","sporulation","anatomical structure arrangement","anatomical structure regression","age-related resistance","plant organ senescence","acquisition of mycelium reproductive competence","spore-bearing structure formation","maintenance of cell number","animal gross anatomical part developmental process","plant gross anatomical part developmental process","budding cell bud growth","filamentous growth","negative regulation of growth","lateral growth","directional locomotion","swimming","flight","multicellular organismal locomotion","B cell homeostatic proliferation","ocellus pigmentation","pigment metabolic process involved in pigmentation","pigment accumulation","developmental pigmentation","regulation of pigmentation","modulation of process of another organism","formation of structure involved in a symbiotic process","biological process involved in symbiotic interaction","disruption of anatomical structure in another organism","cell cycle phase","menstrual cycle phase","hair cycle phase","estrous cycle phase","single-celled organism vegetative growth phase","reproductive senescence","circadian rhythm","ultradian rhythm","ovulation cycle","positive regulation of border follicle cell delamination","positive regulation of cellular pH reduction","positive regulation of circadian rhythm","positive regulation of formation of structure involved in a symbiotic process","positive regulation of action potential","positive regulation of developmental pigmentation","positive regulation of transport","positive regulation of fibrinolysis","positive regulation of post-transcriptional gene silencing","positive regulation by symbiont of entry into host","positive regulation of kainate selective glutamate receptor signaling pathway","positive regulation of transepithelial migration of symbiont in host","positive regulation of hemostasis","positive regulation of long-term synaptic depression","positive regulation of membrane hyperpolarization","positive regulation of receptor localization to synapse","positive regulation of cardiac conduction","positive regulation of membrane depolarization","positive regulation of telomerase RNA localization to Cajal body","positive regulation of establishment of RNA localization to telomere","positive regulation of establishment of protein-containing complex localization to telomere","positive regulation of membrane repolarization during cardiac muscle cell action potential","positive regulation of cohesin unloading","positive regulation of short-term synaptic potentiation","positive regulation of lipid localization","negative regulation of border follicle cell delamination","negative regulation of cellular pH reduction","negative regulation of GTPase activity","negative regulation of circadian rhythm","negative regulation of formation of structure involved in a symbiotic process","negative regulation of action potential","negative regulation of developmental pigmentation","negative regulation of transport","negative regulation of fibrinolysis","negative regulation of post-transcriptional gene silencing","negative regulation of gene silencing by regulatory ncRNA","negative regulation of excitatory postsynaptic potential","negative regulation of kainate selective glutamate receptor signaling pathway","negative regulation of interphase mitotic telomere clustering","negative regulation of hemostasis","negative regulation of long-term synaptic potentiation","negative regulation of long-term synaptic depression","negative regulation of membrane hyperpolarization","negative regulation of receptor localization to synapse","negative regulation of receptor-mediated virion attachment to host cell","negative regulation of cardiac conduction","negative regulation of membrane depolarization","negative regulation of mitotic telomere tethering at nuclear periphery","negative regulation of telomerase RNA localization to Cajal body","negative regulation of establishment of RNA localization to 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## #### GO Over-representation {.analysis}
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## #### Reactome Pathway Over-representation {.analysis}
##
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##
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##
##
## ### Downregulated
##
##
##
## #### GO Classification {.analysis}
##
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## <script type="application/json" data-for="htmlwidget-0ce3db1c79a6d6329856">{"x":{"filter":"none","vertical":false,"extensions":["Buttons"],"caption":"<caption> GO Classification of Downregulated 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0636","GO:0007623","GO:0007624","GO:0042698","GO:0030711","GO:0032849","GO:0042753","GO:0044149","GO:0045760","GO:0048087","GO:0051919","GO:0060148","GO:0075294","GO:0106428","GO:0140471","GO:1900048","GO:1900454","GO:1902632","GO:1902685","GO:1903781","GO:1904181","GO:1904874","GO:1904912","GO:1904915","GO:1905033","GO:1905339","GO:1905514","GO:0030712","GO:0032848","GO:0034260","GO:0042754","GO:0044147","GO:0045759","GO:0048086","GO:0051918","GO:0060149","GO:0060967","GO:0090394","GO:0106427","GO:0110066","GO:1900047","GO:1900272","GO:1900453","GO:1902631","GO:1902684","GO:1902735","GO:1903780","GO:1904180","GO:1904537","GO:1904873","GO:1904911","GO:1904914","GO:1905032","GO:1905338","GO:1905513","GO:1905869","GO:2000536","GO:0032847","GO:0042752","GO:0043903","GO:0044145","GO:0060306","GO:0097006","GO:0098900","GO:1900046","GO:1902630","GO:0014823","GO:0014854","GO:0014874","GO:0043500","GO:0051606","GO:0051775","GO:0035732","GO:0000128","GO:0000752","GO:0000758","GO:0009865","GO:0010483","GO:0035176","GO:0044010","GO:0099120","GO:0120318","GO:0031413","GO:0060378","GO:0141191","GO:0009407","GO:0010127","GO:0051410","GO:0061687","GO:0071722","GO:0140330","GO:0140725","GO:0140729","GO:1990961"],["primary 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## #### GO Over-representation {.analysis}
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## #### Reactome Pathway Over-representation {.analysis}
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